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Few-Shot Learning via Learning the Representation, Provably., , , , и . CoRR, (2020)Scan and Snap: Understanding Training Dynamics and Token Composition in 1-layer Transformer., , , и . CoRR, (2023)Near-Optimal Randomized Exploration for Tabular Markov Decision Processes., , , , и . NeurIPS, (2022)Over-Parameterization Exponentially Slows Down Gradient Descent for Learning a Single Neuron., и . COLT, том 195 из Proceedings of Machine Learning Research, стр. 1155-1198. PMLR, (2023)Fine-Grained Gap-Dependent Bounds for Tabular MDPs via Adaptive Multi-Step Bootstrap., , и . COLT, том 134 из Proceedings of Machine Learning Research, стр. 4438-4472. PMLR, (2021)On Reward-Free Reinforcement Learning with Linear Function Approximation., , , и . NeurIPS, (2020)Planning with General Objective Functions: Going Beyond Total Rewards., , , , и . NeurIPS, (2020)Agnostic $Q$-learning with Function Approximation in Deterministic Systems: Near-Optimal Bounds on Approximation Error and Sample Complexity., , , и . NeurIPS, (2020)Is Long Horizon RL More Difficult Than Short Horizon RL?, , , и . NeurIPS, (2020)Improved Corruption Robust Algorithms for Episodic Reinforcement Learning., , и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 1561-1570. PMLR, (2021)